Toxicity Mitigation on Toxicity Mitigation Dataset 1000 trials (test)
0.04CLS Toxicity (%)S-PID
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| S-PIDBase Model=Llama-3.2-1B2026.04 | 0.04 | 0.16 | 0.6 | 0.9 | 191.95 | |
| A-LQRBase Model=Llama-3.2-1B2026.04 | 0.04 | 0.16 | 0.68 | 0.92 | 11.88 | |
| Mean-AcTBase Model=Qwen-2.5-3B2026.04 | 0.04 | 0.11 | 0.47 | 0.77 | 22.99 | |
| A-LQRBase Model=Qwen-2.5-3B2026.04 | 0.12 | 0.14 | 0.63 | 0.9 | 22.35 | |
| A-LQRBase Model=Llama-3-8B2026.04 | 0.12 | 0.16 | 0.65 | 0.92 | 8.35 | |
| A-LQRBase Model=Qwen-2.5-14B2026.04 | 0.12 | 0.18 | 0.7 | 0.94 | 9.01 | |
| A-LQRBase Model=Gemma-2-9B2026.04 | 0.14 | 0.17 | 0.7 | 0.94 | 9.91 | |
| ActAddBase Model=Qwen-2.5-14B2026.04 | 0.16 | 0.2 | 0.69 | 0.91 | 10.81 | |
| Mean-AcTBase Model=Llama-3.2-1B2026.04 | 0.18 | 0.06 | 0.3 | 0.63 | 31.86 | |
| A-LQRBase Model=Gemma-2-2B2026.04 | 0.18 | 0.16 | 0.68 | 0.93 | 12.26 | |
| S-PIDBase Model=Gemma-2-9B2026.04 | 0.2 | 0.18 | 0.71 | 0.94 | 8.77 | |
| PID-AcTBase Model=Qwen-2.5-3B2026.04 | 0.34 | 0.16 | 0.6 | 0.88 | 12.67 | |
| ODESteerBase Model=Llama-3.2-1B2026.04 | 0.36 | 0.15 | 0.62 | 0.89 | 12.73 | |
| ODESteerBase Model=Gemma-2-9B2026.04 | 0.44 | 0.16 | 0.64 | 0.9 | 11.13 | |
| Mean-AcTBase Model=Gemma-2-2B2026.04 | 0.5 | 0.18 | 0.68 | 0.92 | 8.7 | |
| ITIBase Model=Qwen-2.5-3B2026.04 | 0.54 | 0.18 | 0.67 | 0.92 | 10.34 | |
| ITIBase Model=Llama-3.2-1B2026.04 | 0.56 | 0.15 | 0.61 | 0.89 | 11.67 | |
| ActAddBase Model=Llama-3-8B2026.04 | 0.56 | 0.16 | 0.63 | 0.9 | 12.56 | |
| ODESteerBase Model=Gemma-2-2B2026.04 | 0.58 | 0.16 | 0.64 | 0.91 | 11.62 | |
| S-PIDBase Model=Qwen-2.5-14B2026.04 | 0.6 | 0.2 | 0.71 | 0.93 | 8.17 | |
| Linear-AcTBase Model=Qwen-2.5-3B2026.04 | 0.62 | 0.15 | 0.63 | 0.9 | 10.02 | |
| ITIBase Model=Llama-3-8B2026.04 | 0.64 | 0.18 | 0.67 | 0.92 | 9.39 | |
| S-PIDBase Model=Qwen-2.5-3B2026.04 | 0.66 | 0.4 | 0.84 | 0.98 | 375.94 | |
| S-PIDBase Model=Llama-3-8B2026.04 | 0.66 | 0.17 | 0.66 | 0.92 | 8.1 | |
| ODESteerBase Model=Qwen-2.5-14B2026.04 | 0.68 | 0.17 | 0.65 | 0.91 | 10.82 | |
| PID-AcTBase Model=Llama-3-8B2026.04 | 0.7 | 0.18 | 0.65 | 0.91 | 7.59 | |
| ODESteerBase Model=Llama-3-8B2026.04 | 0.7 | 0.17 | 0.66 | 0.92 | 8.72 | |
| Mean-AcTBase Model=Llama-3-8B2026.04 | 0.72 | 0.16 | 0.63 | 0.89 | 7.92 | |
| ITIBase Model=Gemma-2-9B2026.04 | 0.76 | 0.2 | 0.72 | 0.93 | 9.91 | |
| Mean-AcTBase Model=Gemma-2-9B2026.04 | 0.78 | 0.19 | 0.7 | 0.93 | 7.96 | |
| Linear-AcTBase Model=Qwen-2.5-14B2026.04 | 0.78 | 0.18 | 0.68 | 0.92 | 8.94 | |
| S-PIDBase Model=Gemma-2-2B2026.04 | 0.8 | 0.19 | 0.7 | 0.93 | 11.68 | |
| PID-AcTBase Model=Gemma-2-2B2026.04 | 0.86 | 0.19 | 0.69 | 0.93 | 8.2 | |
| Linear-AcTBase Model=Gemma-2-2B2026.04 | 0.92 | 0.19 | 0.69 | 0.93 | 8.77 | |
| ITIBase Model=Gemma-2-2B2026.04 | 0.96 | 0.18 | 0.67 | 0.92 | 10.24 | |
| PID-AcTBase Model=Gemma-2-9B2026.04 | 0.96 | 0.19 | 0.7 | 0.94 | 7.92 | |
| ITIBase Model=Qwen-2.5-14B2026.04 | 0.96 | 0.25 | 0.76 | 0.95 | 8.79 | |
| ODESteerBase Model=Qwen-2.5-3B2026.04 | 1.02 | 0.18 | 0.66 | 0.92 | 11.51 | |
| Linear-AcTBase Model=Llama-3-8B2026.04 | 1.04 | 0.19 | 0.68 | 0.92 | 7.46 | |
| ActAddBase Model=Gemma-2-2B2026.04 | 1.1 | 0.16 | 0.64 | 0.9 | 11.42 | |
| A-LQRBase Model=Llama-3.1-70B2026.04 | 1.12 | 0.24 | 0.76 | 0.96 | 7.89 | |
| Linear-AcTBase Model=Gemma-2-9B2026.04 | 1.2 | 0.19 | 0.69 | 0.93 | 8.12 | |
| ActAddBase Model=Llama-3.2-1B2026.04 | 1.36 | 0.12 | 0.53 | 0.85 | 23.33 | |
| PID-AcTBase Model=Llama-3.2-1B2026.04 | 1.5 | 0.15 | 0.6 | 0.88 | 12.66 | |
| S-PIDBase Model=Llama-3.1-70B2026.04 | 2.32 | 0.21 | 0.61 | 0.85 | 6.66 | |
| Linear-AcTBase Model=Llama-3.1-70B2026.04 | 2.44 | 0.25 | 0.77 | 0.96 | 7.58 | |
| ActAddBase Model=Qwen-2.5-3B2026.04 | 2.86 | 0.19 | 0.67 | 0.92 | 9.98 | |
| Linear-AcTBase Model=Llama-3.2-1B2026.04 | 3.1 | 0.17 | 0.65 | 0.91 | 10.07 | |
| OriginalBase Model=Qwen-2.5-14B2026.04 | 3.26 | 0.2 | 0.7 | 0.92 | 8.3 | |
| OriginalBase Model=Qwen-2.5-3B2026.04 | 3.4 | 0.18 | 0.67 | 0.92 | 8.96 | |
| PID-AcTBase Model=Qwen-2.5-14B2026.04 | 3.52 | 0.2 | 0.69 | 0.92 | 8.99 | |
| Mean-AcTBase Model=Qwen-2.5-14B2026.04 | 3.64 | 0.19 | 0.67 | 0.9 | 10.03 | |
| ActAddBase Model=Gemma-2-9B2026.04 | 4.1 | 0.17 | 0.67 | 0.93 | 8.89 | |
| OriginalBase Model=Gemma-2-2B2026.04 | 4.16 | 0.17 | 0.67 | 0.92 | 8.95 | |
| OriginalBase Model=Gemma-2-9B2026.04 | 4.26 | 0.18 | 0.68 | 0.93 | 8.32 | |
| OriginalBase Model=Llama-3.2-1B2026.04 | 4.4 | 0.17 | 0.65 | 0.92 | 8.89 | |
| OriginalBase Model=Llama-3-8B2026.04 | 5.14 | 0.18 | 0.67 | 0.93 | 6.74 | |
| OriginalBase Model=Llama-3.1-70B2026.04 | 5.64 | 0.24 | 0.77 | 0.96 | 7.65 |